Alexey S. Kotykhov

Compressed magnetic Moment Tensor Potentials via low-rank matrix and tensor factorizations

We propose a parameter-reduced version of magnetic Moment Tensor Potential (mMTP) based on various matrix and tensor decompositions. The resulting compressed magnetic machine-learning potential reduces the number of parameters by a factor of approximately 1.5-3 without compromising predictive performance on the validat...